{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "from medusa.model.utils import *\n",
    "from medusa.model.medusa_choices import *\n",
    "import networkx as nx"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Medusa Tree Configuration Explained\n",
    "The `medusa_choices` is a nested list representing choices within the Medusa tree structure. The outer list corresponds to the number of nodes in the tree, while each inner list indicates the positions of ancestors and their corresponding nodes based on their depth in the tree."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "medusa_choices = mc_sim_7b_63"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(40, 20)) \n",
    "\n",
    "paths = medusa_choices[:]\n",
    "\n",
    "G = nx.DiGraph()\n",
    "\n",
    "for path in paths:\n",
    "    for i in range(len(path)):\n",
    "        if i == 0:\n",
    "            parent = 'root'\n",
    "        else:\n",
    "            parent = tuple(path[:i])\n",
    "        child = tuple(path[:i+1])\n",
    "        G.add_edge(parent, child)\n",
    "\n",
    "# Use the Graphviz layout for drawing.\n",
    "pos = nx.nx_agraph.graphviz_layout(G, prog='dot')\n",
    "nx.draw(G, pos, with_labels=True, node_size=500, node_color=\"skyblue\", font_size=10, width=2, edge_color=\"gray\")\n",
    "plt.savefig('medusa_configuration_explained.png', dpi=300)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "medusa_buffers = generate_medusa_buffers(medusa_choices, device='cpu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "medusa_attn_mask\n",
      "tree_indices\n",
      "medusa_position_ids\n",
      "retrieve_indices\n"
     ]
    }
   ],
   "source": [
    "for item in medusa_buffers:\n",
    "    print(item)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Medusa Attention Mask\n",
    "You can see the attention mask for tree attention below. Each node can only associate with its ancestors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Medusa attention mask shape:  torch.Size([1, 1, 64, 64])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1b60e80520>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "medusa_attn_mask = medusa_buffers['medusa_attn_mask']\n",
    "print('Medusa attention mask shape: ', medusa_attn_mask.shape)\n",
    "plt.imshow(medusa_attn_mask[0,0].cpu().numpy())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explanation of Code and Outputs\n",
    "We start with a simple tensor (you can treat the values are top-1/2 from two Medusa heads) named `demo_tensor`:\n",
    "``` python \n",
    "[2, 3, 0, 0, 0, 0, 0, 0 ...] # 1st depth we choose top 2\n",
    "[4, 5, 6, 0, 0, 0, 0, 0 ...] # 2nd depth we choose top 3\n",
    "\n",
    "```\n",
    "Given the `medusa_choices` as `[[0], [0, 0], [0, 1], [0, 2], [1], [1, 0], [1, 1], [1, 2]]`, the tensor with the root `[1]` (which is the original head's top-1) can be visualized as:\n",
    "\n",
    "``` python\n",
    "[1]\n",
    "[2, 3]\n",
    "[4, 5, 6]\n",
    "```\n",
    "\n",
    "### Tree Indices\n",
    "The `tree_indices` provide us with the positions that we are looking at from the original tensor. \n",
    "\n",
    "Some of the positions are repeated, indicating that they are fetched multiple times due to the combination.\n",
    "\n",
    "The tree indices for the above tensor are:\n",
    "``` python\n",
    "[0, 1, 2, 3, 4, 5, 3, 4, 5]\n",
    "```\n",
    "\n",
    "The tree looks like this:\n",
    "\n",
    "``` python\n",
    "1\n",
    "|-- 2\n",
    "|   |-- 4\n",
    "|   |-- 5\n",
    "|   |-- 6\n",
    "|-- 3\n",
    "|   |-- 4\n",
    "|   |-- 5\n",
    "|   |-- 6\n",
    "```\n",
    "\n",
    "When we use these indices to map values from the `demo_tensor`, we get the following flatten tree representation of the tensor:\n",
    "\n",
    "``` python\n",
    "[1, 2, 3, 4, 5, 6, 4, 5, 6]\n",
    "```\n",
    "\n",
    "### Medusa Position IDs\n",
    "These are essentially depths for positions in the tree representation to make sure tokens on the same depth are applied with same position embedding.\n",
    "\n",
    "```python\n",
    "[0, 1, 1, 2, 2, 2, 2, 2, 2] # Medusa position IDs\n",
    " |  |  |  |  |  |  |  |  |\n",
    "[1, 2, 3, 4, 5, 6, 4, 5, 6] # Flatten tree representation of the tensor\n",
    "```\n",
    "\n",
    "### Retrieve Indices\n",
    "\n",
    "`retrieve_indices` provides a map from tree to cartesian product of the demo tensor. \n",
    "\n",
    "Retrieve indices: \n",
    "\n",
    "```python\n",
    "[0, 2, 8]\n",
    "[0, 2, 7]\n",
    "[0, 2, 6]\n",
    "[0, 1, 5]\n",
    "[0, 1, 4]\n",
    "[0, 1, 3]\n",
    "```\n",
    "\n",
    "When mapping values from the flatten tree using these indices, we get:\n",
    "\n",
    "``` python\n",
    "[1, 3, 6]\n",
    "[1, 3, 5]\n",
    "[1, 3, 4]\n",
    "[1, 2, 6]\n",
    "[1, 2, 5]\n",
    "[1, 2, 4]\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Demo tensor: \n",
      " tensor([[2, 3, 0, 0, 0, 0, 0, 0, 0, 0],\n",
      "        [4, 5, 6, 0, 0, 0, 0, 0, 0, 0]])\n",
      "==================================================\n",
      "Tree indices: \n",
      " [0, 1, 2, 11, 12, 13, 11, 12, 13]\n",
      "Tree reprentation of the tensor: \n",
      " [1, 2, 3, 4, 5, 6, 4, 5, 6]\n",
      "==================================================\n",
      "Medusa position ids: \n",
      " [0, 1, 1, 2, 2, 2, 2, 2, 2]\n",
      "==================================================\n",
      "Retrieve indices: \n",
      " [[0, 2, 8], [0, 2, 7], [0, 2, 6], [0, 1, 5], [0, 1, 4], [0, 1, 3]]\n",
      "Retrieve reprentation of the tensor: \n",
      " [[1, 3, 6], [1, 3, 5], [1, 3, 4], [1, 2, 6], [1, 2, 5], [1, 2, 4]]\n",
      "==================================================\n"
     ]
    }
   ],
   "source": [
    "demo_tensor = torch.zeros(2,10).long()\n",
    "demo_tensor[0,0] = 2\n",
    "demo_tensor[0,1] = 3\n",
    "demo_tensor[1,0] = 4\n",
    "demo_tensor[1,1] = 5\n",
    "demo_tensor[1,2] = 6\n",
    "print('Demo tensor: \\n', demo_tensor)\n",
    "demo_tensor = demo_tensor.flatten()\n",
    "demo_tensor = torch.cat([torch.ones(1).long(), demo_tensor])\n",
    "print('='*50)\n",
    "medusa_choices = [[0], [0, 0], [0, 1], [0, 2], [1], [1, 0], [1, 1], [1, 2]]\n",
    "medusa_buffers = generate_medusa_buffers(medusa_choices, device='cpu')\n",
    "tree_indices = medusa_buffers['tree_indices']\n",
    "medusa_position_ids = medusa_buffers['medusa_position_ids']\n",
    "retrieve_indices = medusa_buffers['retrieve_indices']\n",
    "print('Tree indices: \\n', tree_indices.tolist())\n",
    "print('Tree reprentation of the tensor: \\n', demo_tensor[tree_indices].tolist())\n",
    "print('='*50)\n",
    "print('Medusa position ids: \\n', medusa_position_ids.tolist())\n",
    "print('='*50)\n",
    "print('Retrieve indices: \\n', retrieve_indices.tolist())\n",
    "demo_tensor_tree = demo_tensor[tree_indices]\n",
    "demo_tensor_tree_ext = torch.cat([demo_tensor_tree, torch.ones(1).long().mul(-1)])\n",
    "print('Retrieve reprentation of the tensor: \\n', demo_tensor_tree_ext[retrieve_indices].tolist())\n",
    "print('='*50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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